Real ChatGPT answer · index seedR1nVpxDYwT0completeMarketing and advertising · local marketingcomparison
How do the algorithmic ranking factors for Google Maps local pack differ between optimizing a service area business versus a storefront in a competitive metro market?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do the algorithmic ranking factors for Google Maps local pack differ between optimizing a service area business versus a storefront in a competitive metro market?
2 real searches · 1 real-search pass
Google Business Profile local ranking relevance distance prominence service area business storefront address hidden ranking official documentationGoogle ↗
OBSERVEDOther / navigational
service area business local SEO ranking factors storefront competitive metro market proximity local pack study WhitesparkGoogle ↗
OBSERVEDComparison
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Google Business Profile local ranking relevance distance prominence service area business storefront address hidden ranking official documentation Google ↗
service area business local SEO ranking factors storefront competitive metro market proximity local pack study Whitespark Google ↗
- Guidelines for representing your business on Google · support.google.com
- Tips to improve your local ranking on Google · support.google.com
- Whitespark's Official 2026 Local Search Ranking Factors Report: Your ultimate guide to local SEO success in 2026! · whitespark.ca
- Whitespark's Official 2026 Local Search Ranking Factors Report: Your ultimate guide to local SEO success in 2026! · whitespark.ca
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Google Business Profile local ranking relevance distance prominence service area business storefront address hidden ranking official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
service area business local SEO ranking factors storefront competitive metro market proximity local pack study Whitespark OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |